Regression results
Call:
lm(formula = survey_salary ~ year.x + GPA.Range + major1 + major2 +
survey_plans + Gender + IPEDS.Race.Ethnicity + latin_honors +
`Combined Bacc and Masters` + Region, data = data)
Residuals:
Min 1Q Median 3Q Max
-43096 -3960 219 3259 111338
Coefficients:
Estimate Std. Error t value
(Intercept) -1310310.15 467475.42 -2.803
year.x 675.81 231.42 2.920
GPA.Range2.50 - 2.99 1456.98 1660.20 0.878
GPA.Range3.00 - 3.49 3317.37 1593.12 2.082
GPA.Range3.50 - 4.00 3532.35 1959.16 1.803
major1Business Analytics 6527.71 1450.08 4.502
major1Business Economics 2673.83 964.61 2.772
major1Finance 2888.03 633.70 4.557
major1Human Capital Mgmt & Leadership -4159.80 1002.74 -4.148
major1Information Systems 7026.60 1014.55 6.926
major1Marketing -5919.36 659.45 -8.976
major1Supply Chain & Operations Mgmt -940.09 848.16 -1.108
major2 1286.86 744.29 1.729
survey_plansaccepted parttime job -4459.54 1959.38 -2.276
survey_planscontinuing education 75.90 976.45 0.078
survey_plansmilitary service -677.23 2669.19 -0.254
survey_plansnot seeking employment 519.61 3131.49 0.166
survey_plansother 803.32 2074.01 0.387
survey_plansseeking continuing education 288.83 1879.33 0.154
survey_plansseeking employment 418.72 707.53 0.592
survey_plansself employed -2611.60 9097.91 -0.287
GenderMale 20.12 404.05 0.050
IPEDS.Race.EthnicityAsian 126.86 4679.82 0.027
IPEDS.Race.EthnicityBlack or African American 2282.13 4856.18 0.470
IPEDS.Race.EthnicityHispanic/Latino -765.17 4623.51 -0.165
IPEDS.Race.EthnicityMulti Racial -1086.01 4681.42 -0.232
IPEDS.Race.EthnicityNon-Resident Alien -1153.87 4619.27 -0.250
IPEDS.Race.EthnicityUnknown 4079.04 5877.95 0.694
IPEDS.Race.EthnicityWhite -1371.20 4557.12 -0.301
latin_honors 2900.81 1159.81 2.501
`Combined Bacc and Masters` -553.63 919.54 -0.602
RegionNortheast 2914.19 802.73 3.630
RegionSouth -101.75 872.08 -0.117
RegionUnknown 185.08 533.05 0.347
RegionWest 4331.18 1075.13 4.029
Pr(>|t|)
(Intercept) 0.005104 **
year.x 0.003530 **
GPA.Range2.50 - 2.99 0.380251
GPA.Range3.00 - 3.49 0.037419 *
GPA.Range3.50 - 4.00 0.071512 .
major1Business Analytics 0.00000706270134 ***
major1Business Economics 0.005615 **
major1Finance 0.00000543573583 ***
major1Human Capital Mgmt & Leadership 0.00003462833363 ***
major1Information Systems 0.00000000000553 ***
major1Marketing < 0.0000000000000002 ***
major1Supply Chain & Operations Mgmt 0.267808
major2 0.083940 .
survey_plansaccepted parttime job 0.022933 *
survey_planscontinuing education 0.938046
survey_plansmilitary service 0.799734
survey_plansnot seeking employment 0.868226
survey_plansother 0.698549
survey_plansseeking continuing education 0.877868
survey_plansseeking employment 0.554035
survey_plansself employed 0.774095
GenderMale 0.960295
IPEDS.Race.EthnicityAsian 0.978376
IPEDS.Race.EthnicityBlack or African American 0.638438
IPEDS.Race.EthnicityHispanic/Latino 0.868568
IPEDS.Race.EthnicityMulti Racial 0.816571
IPEDS.Race.EthnicityNon-Resident Alien 0.802767
IPEDS.Race.EthnicityUnknown 0.487776
IPEDS.Race.EthnicityWhite 0.763523
latin_honors 0.012446 *
`Combined Bacc and Masters` 0.547185
RegionNortheast 0.000289 ***
RegionSouth 0.907128
RegionUnknown 0.728468
RegionWest 0.00005785875039 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 9072 on 2426 degrees of freedom
Multiple R-squared: 0.212, Adjusted R-squared: 0.2009
F-statistic: 19.19 on 34 and 2426 DF, p-value: < 0.00000000000000022
Call:
lm(formula = survey_salary ~ year.x + GPA.Range + major1 + major2 +
survey_plans + Gender + IPEDS.Race.Ethnicity + latin_honors +
`Combined Bacc and Masters` + Region + survey_internships,
data = data)
Residuals:
Min 1Q Median 3Q Max
-43870 -4267 45 3629 110536
Coefficients:
Estimate Std. Error t value
(Intercept) -1425443.09 463515.37 -3.075
year.x 733.49 229.47 3.196
GPA.Range2.50 - 2.99 1918.02 1645.77 1.165
GPA.Range3.00 - 3.49 3573.57 1578.82 2.263
GPA.Range3.50 - 4.00 3646.06 1940.90 1.879
major1Business Analytics 6139.77 1437.27 4.272
major1Business Economics 2500.51 955.80 2.616
major1Finance 2497.61 630.66 3.960
major1Human Capital Mgmt & Leadership -4248.20 994.02 -4.274
major1Information Systems 6763.00 1005.27 6.728
major1Marketing -6268.86 655.72 -9.560
major1Supply Chain & Operations Mgmt -950.53 841.08 -1.130
major2 954.71 738.69 1.292
survey_plansaccepted parttime job -3950.44 1942.82 -2.033
survey_planscontinuing education 614.48 973.65 0.631
survey_plansmilitary service 1072.76 2658.60 0.404
survey_plansnot seeking employment 1608.58 3110.87 0.517
survey_plansother 1643.04 2057.78 0.798
survey_plansseeking continuing education 507.65 1861.36 0.273
survey_plansseeking employment 927.51 704.29 1.317
survey_plansself employed -3432.90 9009.47 -0.381
GenderMale 41.63 400.33 0.104
IPEDS.Race.EthnicityAsian 66.51 4634.48 0.014
IPEDS.Race.EthnicityBlack or African American 1602.93 4810.29 0.333
IPEDS.Race.EthnicityHispanic/Latino -1125.92 4579.00 -0.246
IPEDS.Race.EthnicityMulti Racial -1480.09 4636.03 -0.319
IPEDS.Race.EthnicityNon-Resident Alien -1048.89 4573.85 -0.229
IPEDS.Race.EthnicityUnknown 2886.54 5822.88 0.496
IPEDS.Race.EthnicityWhite -1778.75 4513.37 -0.394
latin_honors 2884.18 1148.46 2.511
`Combined Bacc and Masters` -514.90 910.51 -0.566
RegionNortheast 2870.18 794.87 3.611
RegionSouth -46.79 863.54 -0.054
RegionUnknown 232.25 527.87 0.440
RegionWest 4511.63 1064.87 4.237
survey_internshipsNone -3983.08 691.90 -5.757
survey_internshipsOne -2164.51 397.12 -5.451
Pr(>|t|)
(Intercept) 0.002126 **
year.x 0.001409 **
GPA.Range2.50 - 2.99 0.243963
GPA.Range3.00 - 3.49 0.023696 *
GPA.Range3.50 - 4.00 0.060427 .
major1Business Analytics 0.0000201352872 ***
major1Business Economics 0.008948 **
major1Finance 0.0000770133284 ***
major1Human Capital Mgmt & Leadership 0.0000199618811 ***
major1Information Systems 0.0000000000215 ***
major1Marketing < 0.0000000000000002 ***
major1Supply Chain & Operations Mgmt 0.258532
major2 0.196330
survey_plansaccepted parttime job 0.042126 *
survey_planscontinuing education 0.528031
survey_plansmilitary service 0.686613
survey_plansnot seeking employment 0.605146
survey_plansother 0.424686
survey_plansseeking continuing education 0.785082
survey_plansseeking employment 0.187981
survey_plansself employed 0.703212
GenderMale 0.917195
IPEDS.Race.EthnicityAsian 0.988551
IPEDS.Race.EthnicityBlack or African American 0.738991
IPEDS.Race.EthnicityHispanic/Latino 0.805790
IPEDS.Race.EthnicityMulti Racial 0.749558
IPEDS.Race.EthnicityNon-Resident Alien 0.818637
IPEDS.Race.EthnicityUnknown 0.620134
IPEDS.Race.EthnicityWhite 0.693538
latin_honors 0.012092 *
`Combined Bacc and Masters` 0.571782
RegionNortheast 0.000311 ***
RegionSouth 0.956794
RegionUnknown 0.659993
RegionWest 0.0000235201777 ***
survey_internshipsNone 0.0000000096581 ***
survey_internshipsOne 0.0000000552869 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 8982 on 2424 degrees of freedom
Multiple R-squared: 0.228, Adjusted R-squared: 0.2166
F-statistic: 19.89 on 36 and 2424 DF, p-value: < 0.00000000000000022